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1.
Sci Rep ; 14(1): 10226, 2024 05 03.
Article in English | MEDLINE | ID: mdl-38702379

ABSTRACT

Tracheal pooling for Mycoplasma hyopneumoniae (M. hyopneumoniae) DNA detection allows for decreased diagnostic cost, one of the main constraints in surveillance programs. The objectives of this study were to estimate the sensitivity of pooled-sample testing for the detection of M. hyopneumoniae in tracheal samples and to develop probability of M. hyopneumoniae detection estimates for tracheal samples pooled by 3, 5, and 10. A total of 48 M. hyopneumoniae PCR-positive field samples were pooled 3-, 5-, and 10-times using field M. hyopneumoniae DNA-negative samples and tested in triplicate. The sensitivity was estimated at 0.96 (95% credible interval [Cred. Int.]: 0.93, 0.98) for pools of 3, 0.95 (95% Cred. Int: 0.92, 0.98) for pools of 5, and 0.93 (95% Cred. Int.: 0.89, 0.96) for pools of 10. All pool sizes resulted in PCR-positive if the individual tracheal sample Ct value was < 33. Additionally, there was no significant decrease in the probability of detecting at least one M. hyopneumoniae-infected pig given any pool size (3, 5, or 10) of tracheal swabs. Furthermore, this manuscript applies the probability of detection estimates to various real-life diagnostic testing scenarios. Combining increased total animals sampled with pooling can be a cost-effective tool to maximize the performance of M. hyopneumoniae surveillance programs.


Subject(s)
Mycoplasma hyopneumoniae , Pneumonia of Swine, Mycoplasmal , Trachea , Mycoplasma hyopneumoniae/isolation & purification , Mycoplasma hyopneumoniae/genetics , Animals , Trachea/microbiology , Swine , Pneumonia of Swine, Mycoplasmal/diagnosis , Pneumonia of Swine, Mycoplasmal/microbiology , Polymerase Chain Reaction/methods , DNA, Bacterial/analysis , Sensitivity and Specificity , Specimen Handling/methods , Probability
2.
Vet Res ; 54(1): 75, 2023 Sep 08.
Article in English | MEDLINE | ID: mdl-37684632

ABSTRACT

Anomaly detection methods have a great potential to assist the detection of diseases in animal production systems. We used sequence data of Porcine Reproductive and Respiratory Syndrome (PRRS) to define the emergence of new strains at the farm level. We evaluated the performance of 24 anomaly detection methods based on machine learning, regression, time series techniques and control charts to identify outbreaks in time series of new strains and compared the best methods using different time series: PCR positives, PCR requests and laboratory requests. We introduced synthetic outbreaks of different size and calculated the probability of detection of outbreaks (POD), sensitivity (Se), probability of detection of outbreaks in the first week of appearance (POD1w) and background alarm rate (BAR). The use of time series of new strains from sequence data outperformed the other types of data but POD, Se, POD1w were only high when outbreaks were large. The methods based on Long Short-Term Memory (LSTM) and Bayesian approaches presented the best performance. Using anomaly detection methods with sequence data may help to identify the emergency of cases in multiple farms, but more work is required to improve the detection with time series of high variability. Our results suggest a promising application of sequence data for early detection of diseases at a production system level. This may provide a simple way to extract additional value from routine laboratory analysis. Next steps should include validation of this approach in different settings and with different diseases.


Subject(s)
Porcine Reproductive and Respiratory Syndrome , Swine Diseases , Animals , Swine , Bayes Theorem , Disease Outbreaks/veterinary , Farms , Polymerase Chain Reaction/veterinary , Swine Diseases/diagnosis , Swine Diseases/epidemiology
3.
Vet Res ; 52(1): 68, 2021 May 12.
Article in English | MEDLINE | ID: mdl-33980312

ABSTRACT

Glaesserella parasuis strains were characterized by serotyping PCR, vtaA virulence marker Leader Sequence (LS)-PCR, clinical significance, and geographic region. Overall, the serovars 4, 5/12, 7, 1, and 13 were the most commonly detected. Serovars of greatest clinical relevance were systemic isolates that had a higher probability of being serovar 5/12, 13, or 7. In comparison, pulmonary isolates had a higher likelihood of being serovars 2, 4, 7, or 14. Serovars 5/12 and 13 have previously been considered disease-associated, but this study agrees with other recent studies showing that serovar 7 is indeed associated with systemic G. parasuis disease. Serovar 4 strains illustrated how isolates can have varying degrees of virulence and be obtained from pulmonary, systemic, or nasal sites. Serovars 8, 9, 15, and 10 were predominantly obtained from nasal samples, which indicates a limited clinical significance of these serovars. Additionally, most internal G. parasuis isolates were classified as virulent by LS-PCR and were disease-associated isolates, including serovars 1, 2, 4, 5/12, 7, 13, and 14. Isolates from the nasal cavity, including serovars 6, 9, 10, 11, and 15, were classified as non-virulent by LS-PCR. In conclusion, the distribution of G. parasuis serovars remains constant, with few serovars representing most of the strains isolated from affected pigs. Moreover, it was confirmed that the LS-PCR can be used for G. parasuis virulence prediction of field strains worldwide.


Subject(s)
Haemophilus Infections/veterinary , Haemophilus parasuis/genetics , Swine Diseases/epidemiology , Animals , Asia/epidemiology , Europe/epidemiology , Haemophilus Infections/epidemiology , Haemophilus Infections/microbiology , North America/epidemiology , Polymerase Chain Reaction/veterinary , Prevalence , Seroepidemiologic Studies , Serotyping/veterinary , Sus scrofa , Swine , Swine Diseases/microbiology
4.
J Clin Microbiol ; 59(5)2021 04 20.
Article in English | MEDLINE | ID: mdl-33597256

ABSTRACT

Antemortem detection of Mycoplasma hyopneumoniae infection in swine production systems has relied on antibody testing, but the availability of tests based on DNA detection and novel diagnostic specimens, e.g., tracheal swabs and oral fluids, has the potential to improve M. hyopneumoniae surveillance. A field study was performed over a 14-week period during which 10 pigs in one pen at the center of a room with 1,250 6-week-old pigs housed in 46 pens were intratracheally inoculated with M. hyopneumoniae Thereafter, one tracheal sample, four serum samples, and one oral fluid sample were collected from every pen at 2-week intervals. Tracheal and oral fluid samples were tested for M. hyopneumoniae DNA and serum samples for M. hyopneumoniae antibody. Test results were modeled using a hierarchical Bayesian model, based on a latent spatial piecewise exponential survival model, to estimate the probability of detection by within-pen prevalence, number of positive pens in the barn, sample allocation, sample size, and sample type over time. Analysis showed that tracheal samples provided the earliest detection, especially at large sample sizes. While serum samples are more commonly collected and are less expensive to test, high probability of detection estimates were only obtained 30 days postexposure at large sample sizes. In all scenarios, probability of detection estimates for oral fluids within 30 days were significantly lower than those for tracheal and serum samples. Ultimately, the choice of specimen type, sample number, and assay will depend on testing objectives and economics, but the estimates provided here will assist in the design of M. hyopneumoniae surveillance and monitoring programs for different situations.


Subject(s)
Mycoplasma Infections , Mycoplasma hyopneumoniae , Pneumonia of Swine, Mycoplasmal , Swine Diseases , Animals , Bayes Theorem , Pneumonia of Swine, Mycoplasmal/diagnosis , Swine , Swine Diseases/diagnosis
5.
Vet Microbiol ; 234: 110-118, 2019 Jul.
Article in English | MEDLINE | ID: mdl-31213266

ABSTRACT

Control of Mycoplasma hyorhinis (M. hyorhinis) associated disease is currently hindered by limited knowledge of the epidemiology and ecology of this organism. A prospective longitudinal investigation was conducted to determine the dynamics of M. hyorhinis colonization in two swine production systems. In each system (A, B), 51 young sows (parities 1, 2) and 56 older sows (>parity 2) were selected at farrowing and tested by qPCR of nasal swabs and for antibodies by serum ELISA. From each sow, a piglet was randomly selected, and nasal and serum samples were collected at birth, weaning, and 10 days post-weaning. Two further samplings were performed in the nursery and finishing stages during the high-risk periods for M. hyorhinis-associated disease, and 12 pigs were euthanized and necropsied at these later sampling events. The prevalence of M. hyorhinis colonization in sows was low (<5%). No associations were found between sow parity or sow serum titer and piglet nasal colonization at either birth or weaning. In contrast to the low prevalence (0.95-2.70%) observed in piglets pre-weaning, most pigs became colonized during the first four weeks after weaning and remained positive throughout the nursery and finishing stages. The detection of M. hyorhinis in oral fluids followed similar patterns as those observed using nasal swabs. ELISA results showed decreased detection of maternal antibodies at around 3 weeks of age and a subsequent increase after natural exposure. The role of M. hyorhinis in polyserositis and arthritis was demonstrated in these two herds. Establishing the temporal dynamics of exposure and infection with M. hyorhinis in pigs will enable more strategic implementation of intervention strategies in affected herds.


Subject(s)
Antibodies, Bacterial/blood , Mycoplasma Infections/veterinary , Mycoplasma hyorhinis/pathogenicity , Nose/microbiology , Swine Diseases/epidemiology , Age Factors , Animals , Enzyme-Linked Immunosorbent Assay , Female , Longitudinal Studies , Mycoplasma Infections/epidemiology , Pneumonia of Swine, Mycoplasmal/epidemiology , Prevalence , Prospective Studies , Real-Time Polymerase Chain Reaction , Swine , Swine Diseases/microbiology , Time Factors , United States/epidemiology , Weaning
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